{"id":"W1984590380","doi":"10.1089/bio.2010.0017","title":"From Clinical Sites to Biorepositories: Effectiveness in Blood Sample Management","year":2010,"lang":"en","type":"article","venue":"Biopreservation and Biobanking","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Biobank; Sample (material); Biorepository; Operations management; Business; Computer science; Chemistry; Bioinformatics; Biology; Engineering; Chromatography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003008371,0.0001011392,0.0002298401,0.0001369195,0.00007062631,0.000070651,0.0001538109,0.000304261,0.00007057873],"category_scores_gemma":[0.006026803,0.00008473948,0.00005093732,0.0003231528,0.0001124807,0.00007302019,0.0002758856,0.0008131543,0.00001603996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001707578,"about_ca_system_score_gemma":0.00004346736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001157832,"about_ca_topic_score_gemma":0.001028584,"domain_scores_codex":[0.9983971,0.00009719871,0.0004285126,0.0004424669,0.0004358487,0.0001988714],"domain_scores_gemma":[0.9941158,0.005091056,0.00005357754,0.0003934647,0.0001808718,0.0001652632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000228659,0.0002040111,0.9455721,0.0001265412,0.00004375527,0.00002433899,0.0001057774,2.564566e-7,0.04534712,0.004653912,0.00003914454,0.003654333],"study_design_scores_gemma":[0.001308908,0.0002068762,0.9712481,0.0002719422,0.00003474331,0.000001329047,0.00008423511,0.00008089939,0.0100878,0.01442214,0.002150779,0.0001021853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960071,0.00003598518,0.0003475969,0.002075063,0.0003939896,0.0004919362,0.00001193041,0.0000409803,0.0005953916],"genre_scores_gemma":[0.9848757,0.0001411302,0.01374603,0.0005541224,0.0004879302,0.00003281634,0.00003984555,0.000012004,0.0001103948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03525932,"threshold_uncertainty_score":0.7215081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2974946377686696,"score_gpt":0.5404159081161506,"score_spread":0.242921270347481,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}